Explainable artificial intelligence for postoperative analgesia risk stratification and clinical decision support in abdominal surgery
An integrated XAI framework combining predictive modeling, calibration assessment, decision-curve evaluation, explainability analysis, and language-based interpretation for postoperative analgesia risk stratification is presented.